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> ## traditional MM Likert outcome (coder race correlated w photos observed)
> ## only target photos used for analysis
> ##
> ## August 9, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(6325641)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[(mydata$condition %in% c("P1B", "P1W") & mydata$R.race == "Black") | (mydata$condition %in% c("P2B", "P2W") & mydata$R.race == "White"),]
> 
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q339", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> a1.M1.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.05,
+                          verbose=10000, seed=55212
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   5.31431
  -0.66664
   2.08391
  -0.65847
   0.53218
   0.59555
   0.19806
  -1.63803
   0.40081
   0.18622
  -0.89983
   0.91944
  -1.05814
  -1.55923
   0.34276
   0.24352
  -0.89811
  -1.87682
  -0.99894
  -0.39803
  -0.33639
   0.52879
   1.33062
  -0.17367
  -5.07035
  -3.56752
  -4.04432
  -5.17227
  -3.49739
  -4.13568
  -5.48574
  -4.42027
  -5.42753
  -5.25429
  -4.23163
  -4.49725
  -6.58265
  -5.10624
  -5.24370
  -5.43179
  -5.01836
  -4.83005
  -5.63361
  -4.02292
  -6.05976
  -4.42863
  -4.60205
  -4.58496
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.67924
  -0.22161
   2.63244
  -0.56333
   0.73270
   0.53047
  -0.43603
  -1.51080
   0.46508
   0.16883
  -0.77074
   1.08975
  -0.62395
  -0.93450
   0.34245
   0.60779
  -0.69818
  -1.51262
  -0.53396
  -0.03648
  -0.08596
   0.52989
   1.46437
  -0.18183
  -4.32946
  -3.42499
  -3.50255
  -4.79752
  -2.56301
  -3.60505
  -4.55703
  -3.65436
  -5.14256
  -4.38382
  -4.34669
  -4.12899
  -5.47925
  -4.66392
  -4.60427
  -5.03913
  -4.32630
  -4.52101
  -4.43868
  -3.33514
  -4.66332
  -4.14198
  -4.28405
  -4.62757
Metropolis acceptance rate for gamma = 0.28177



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.75510
  -0.48490
   2.25337
  -0.81566
   0.75328
   0.92994
   0.29170
  -1.93777
   0.23654
   0.68272
  -0.65518
   0.78919
  -1.44168
  -1.36330
   0.26789
   0.87314
  -0.55701
  -1.73385
  -0.74576
  -0.23103
  -0.41825
   0.23830
   1.04265
  -0.02180
  -4.18168
  -3.44417
  -3.66178
  -4.65223
  -3.02912
  -3.38479
  -4.91270
  -3.51797
  -5.08152
  -4.25825
  -3.89570
  -3.88755
  -5.82546
  -4.89575
  -4.76147
  -5.21515
  -4.55365
  -4.50016
  -4.84122
  -3.23862
  -4.98881
  -3.78069
  -3.62354
  -3.87879
Metropolis acceptance rate for gamma = 0.27479



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.65054
  -0.10847
   3.05774
  -0.68854
   0.98297
   1.33803
   0.46486
  -1.41063
   0.61655
   0.60138
  -0.65027
   1.85275
  -0.97860
  -0.53007
   0.76400
   0.54871
  -0.64163
  -1.74963
  -0.52047
  -0.07946
  -0.46060
   0.94566
   1.01526
   0.48206
  -4.68802
  -3.35497
  -3.38746
  -4.54448
  -2.75667
  -3.57533
  -4.58129
  -3.45454
  -4.86131
  -4.44891
  -3.37285
  -3.89994
  -6.00999
  -4.38806
  -4.07961
  -4.78912
  -3.95367
  -4.56758
  -4.10186
  -3.27183
  -5.03239
  -3.76774
  -3.94325
  -4.49209
Metropolis acceptance rate for gamma = 0.26882



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.74245
  -0.26933
   3.34088
  -0.95563
   1.31478
   1.49483
   0.13825
  -1.61467
   0.69561
   1.04287
  -0.68375
   0.97804
  -0.43281
  -0.99694
   0.47914
   0.57595
  -0.53330
  -1.43668
  -0.12928
   0.19042
   0.38869
   0.60812
   1.42927
  -0.01214
  -4.35008
  -3.70748
  -3.25904
  -4.79927
  -2.77932
  -3.75827
  -4.70618
  -3.84315
  -5.02248
  -4.32699
  -4.14093
  -3.78621
  -6.09825
  -4.71888
  -5.17047
  -5.13338
  -4.90396
  -4.26891
  -4.47970
  -3.11990
  -5.14431
  -3.73753
  -3.41036
  -4.52378
Metropolis acceptance rate for gamma = 0.26734



MCMCoprobit iteration 50001 of 1050000 
beta = 
   4.85744
  -0.31794
   2.95621
  -0.23373
   0.69325
   0.70733
   0.13715
  -1.70425
   0.19154
   0.47867
  -0.78760
   1.20202
  -0.61457
  -1.52733
   0.11334
   0.32676
  -0.17584
  -1.90810
  -0.74757
  -0.38637
  -0.28680
   0.43115
   1.20232
  -0.17943
  -3.86640
  -3.13336
  -3.10098
  -4.18395
  -3.03057
  -3.61253
  -5.03289
  -3.94488
  -5.07096
  -5.02233
  -4.12369
  -4.08556
  -5.85759
  -5.03778
  -4.50087
  -5.12245
  -4.62700
  -5.10292
  -4.15602
  -3.78903
  -4.59762
  -4.16270
  -4.09776
  -4.28985
Metropolis acceptance rate for gamma = 0.26859



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.43608
  -0.01822
   3.04886
  -0.15099
   1.40522
   1.48341
   0.53158
  -1.39318
   0.74978
   0.67667
  -0.52123
   2.14078
  -0.44323
  -0.70548
   0.78695
   0.79465
  -0.05976
  -1.22137
  -0.15569
   0.38739
   0.46076
   0.81776
   2.02095
   0.65845
  -3.75670
  -3.14203
  -3.31639
  -3.94211
  -2.43121
  -3.61315
  -4.45212
  -3.58487
  -5.03253
  -4.59298
  -4.03968
  -3.98124
  -4.80299
  -3.96838
  -4.52043
  -4.92086
  -3.90603
  -3.98099
  -4.32594
  -3.15264
  -4.45379
  -3.84395
  -3.19616
  -4.00487
Metropolis acceptance rate for gamma = 0.26945



MCMCoprobit iteration 70001 of 1050000 
beta = 
   3.94909
   0.22737
   2.76971
   0.19467
   1.48055
   1.98290
   0.72615
  -1.19283
   0.78643
   0.87539
  -0.40323
   1.58613
  -0.26090
  -0.52202
   0.91449
   0.98323
   0.13902
  -1.30896
  -0.07779
   0.40619
   0.19197
   0.48018
   2.14155
   0.45175
  -3.78426
  -2.80175
  -2.60562
  -4.33206
  -2.14824
  -2.58801
  -4.19071
  -3.11487
  -4.49154
  -4.15574
  -3.29148
  -3.09513
  -5.10071
  -3.67019
  -3.70744
  -4.43279
  -3.32253
  -3.52088
  -3.51706
  -2.65512
  -4.55161
  -2.78763
  -2.90362
  -3.07592
Metropolis acceptance rate for gamma = 0.26987



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.13351
  -0.08943
   3.28452
  -0.25432
   1.37864
   0.80585
   0.70574
  -1.58725
   0.36351
   0.87282
  -0.40004
   1.35102
  -0.10452
  -0.75035
   0.28519
   0.63870
  -0.44452
  -1.16826
  -0.04371
  -0.02434
   0.32962
   0.85840
   1.82396
   0.49271
  -3.83434
  -2.97934
  -2.84335
  -4.05220
  -2.19849
  -3.11873
  -4.42620
  -3.49774
  -4.50420
  -3.92199
  -3.54763
  -3.61453
  -5.60175
  -4.08807
  -4.66926
  -4.19044
  -3.85788
  -3.89869
  -4.10246
  -2.92448
  -4.10144
  -3.80987
  -3.23325
  -3.80818
Metropolis acceptance rate for gamma = 0.26998



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.44165
  -0.05319
   2.74771
  -0.18067
   1.00116
   1.37477
   1.67463
  -1.27247
   0.62312
   0.53941
  -0.61864
   1.28788
  -0.98400
  -1.03151
   0.81800
   0.89096
  -0.19589
  -1.62474
   0.01972
   0.05294
   0.28838
   0.83804
   1.59586
   0.50488
  -4.16403
  -2.96543
  -2.80733
  -4.73934
  -2.63762
  -3.65315
  -4.28953
  -3.47659
  -4.41772
  -4.30462
  -3.78553
  -3.78533
  -5.90101
  -4.42076
  -4.18197
  -4.51290
  -4.18540
  -4.58452
  -4.47535
  -3.73798
  -4.69630
  -4.16092
  -3.33028
  -3.95068
Metropolis acceptance rate for gamma = 0.27069



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.54298
   0.01068
   2.57554
   0.09126
   0.86979
   1.76746
   1.07093
  -1.49838
   0.76830
   0.56340
  -0.88131
   1.44007
   0.02975
  -0.99009
   0.33371
   0.71582
  -0.16416
  -1.22882
  -0.14649
   0.39223
   0.30104
   0.76934
   1.42218
   0.40863
  -4.00573
  -2.96226
  -3.16456
  -4.33310
  -2.14720
  -3.45181
  -4.62943
  -3.36837
  -4.60530
  -4.48406
  -3.83355
  -3.27979
  -6.52900
  -4.40859
  -4.78895
  -5.08419
  -4.27838
  -4.23244
  -4.52659
  -2.97015
  -4.66315
  -3.66869
  -3.75529
  -3.89698
Metropolis acceptance rate for gamma = 0.27106



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.76015
  -0.41512
   2.93008
   0.25654
   0.98201
   1.73262
   0.52077
  -1.49746
   0.92561
   1.22098
  -0.25142
   1.86895
  -0.80369
  -1.09537
   0.84451
   0.50426
  -0.15596
  -1.05587
  -0.11753
   0.08242
   0.48398
   1.03666
   1.44947
   0.34969
  -4.50163
  -3.29031
  -3.10936
  -4.75555
  -2.82740
  -3.05770
  -4.27568
  -3.66961
  -5.04540
  -4.57309
  -3.67672
  -3.96108
  -6.11809
  -4.68296
  -4.76340
  -5.04982
  -4.61863
  -4.88229
  -4.67247
  -3.09639
  -4.85832
  -4.04132
  -3.69770
  -4.39792
Metropolis acceptance rate for gamma = 0.27017



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.36356
   0.16907
   2.39728
   0.00009
   0.99442
   1.17880
   0.71632
  -1.55234
   1.14163
   1.40084
  -0.03687
   1.70344
  -0.74219
  -0.79161
   0.35269
   1.52331
   0.33500
  -0.95872
   0.20030
   0.23315
  -0.55855
   1.01070
   1.86403
   0.58385
  -4.42486
  -2.58776
  -3.16392
  -3.95542
  -2.47334
  -3.08425
  -4.41307
  -3.45183
  -4.40261
  -4.25980
  -3.20993
  -3.91268
  -6.20477
  -4.15128
  -4.38023
  -4.99823
  -4.43057
  -4.05323
  -3.83108
  -2.92628
  -4.34896
  -3.55686
  -3.40722
  -3.85100
Metropolis acceptance rate for gamma = 0.26983



MCMCoprobit iteration 130001 of 1050000 
beta = 
   4.68761
  -0.69152
   2.94490
  -0.73547
   1.02771
   1.38092
   0.11160
  -1.33868
   0.84374
   0.80452
  -0.89460
   1.50991
  -0.49792
  -1.03656
   0.81385
   0.50037
  -0.58752
  -1.21222
  -0.23444
  -0.05605
   0.32550
   0.32731
   1.63851
   0.34301
  -4.34766
  -3.11723
  -3.04498
  -4.35700
  -3.25578
  -3.17586
  -4.66808
  -3.75689
  -5.50967
  -4.37159
  -3.99274
  -4.03767
  -5.89616
  -4.35268
  -5.03813
  -4.91342
  -4.17568
  -4.56524
  -4.38653
  -3.05652
  -5.55865
  -3.92844
  -3.77222
  -4.51372
Metropolis acceptance rate for gamma = 0.26958



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.39304
   0.13562
   2.89397
  -0.34849
   1.15202
   1.14298
   1.00202
  -1.04474
   0.61255
   1.05790
  -0.44354
   1.63890
  -0.70083
  -1.08482
   0.76227
   1.29266
   0.26326
  -1.12815
  -0.29194
   0.71550
   0.25771
   0.53184
   1.32971
   0.48363
  -3.82427
  -3.09250
  -2.98005
  -4.03002
  -2.79679
  -3.19836
  -4.42053
  -3.36289
  -4.48006
  -4.39216
  -3.70414
  -4.09833
  -5.10249
  -4.04024
  -3.79714
  -5.05386
  -4.24602
  -4.38582
  -4.07429
  -3.25193
  -5.41580
  -3.78880
  -3.72319
  -4.33487
Metropolis acceptance rate for gamma = 0.26942



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.73384
  -0.48601
   2.77269
  -0.49749
   1.10594
   0.75437
   0.30533
  -1.23217
   0.13352
   0.62274
  -0.74544
   1.38512
  -1.08807
  -1.52369
   0.30529
   0.71190
  -0.39064
  -1.68987
  -0.46407
   0.03123
  -0.23071
   0.80012
   1.36552
  -0.19769
  -4.18283
  -3.32695
  -3.50997
  -4.52511
  -3.09259
  -4.19802
  -4.77731
  -3.69250
  -4.97142
  -5.06177
  -4.02039
  -3.86475
  -5.46695
  -4.61183
  -4.56548
  -4.84528
  -4.64329
  -4.61952
  -4.32414
  -3.50073
  -5.17068
  -3.89638
  -4.03560
  -3.87769
Metropolis acceptance rate for gamma = 0.26920



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.51718
   0.11621
   2.33794
  -0.46844
   0.66355
   1.34282
   0.07844
  -1.66366
   0.31708
   0.53034
  -0.74579
   1.04743
  -0.71431
  -1.70459
   0.19283
   0.38980
  -0.38464
  -1.51541
  -0.75727
  -0.10789
   0.10445
   0.65000
   1.59306
  -0.13945
  -4.27928
  -3.43356
  -3.27914
  -4.19203
  -2.57866
  -2.99037
  -4.32602
  -3.33854
  -4.57336
  -4.29120
  -3.84262
  -3.52386
  -6.44984
  -4.17978
  -4.17115
  -4.99166
  -4.07119
  -4.15158
  -4.40872
  -3.39422
  -4.29497
  -3.80511
  -4.03719
  -4.18687
Metropolis acceptance rate for gamma = 0.26949



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.44853
  -0.07945
   2.90932
   0.01079
   1.39154
   1.08604
   0.59577
  -1.55886
   0.65057
   1.04669
  -0.34830
   1.24529
  -0.38072
  -0.88584
   0.61544
   0.80583
   0.25374
  -1.17367
  -0.48369
   0.14650
   0.00858
   0.50835
   1.79212
   0.30843
  -4.25248
  -2.71574
  -3.09056
  -4.60736
  -2.64474
  -3.59561
  -4.69507
  -3.53802
  -4.92436
  -4.26791
  -3.75412
  -3.70353
  -5.83153
  -4.39451
  -3.92375
  -4.40606
  -4.29489
  -4.08918
  -4.05548
  -3.14859
  -4.72409
  -3.98316
  -3.50104
  -4.07496
Metropolis acceptance rate for gamma = 0.26909



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.35109
   0.07608
   2.83797
  -0.46475
   0.79071
   1.29838
   0.37689
  -1.26099
   0.88553
   0.90088
  -0.39033
   1.00202
  -1.09401
  -0.94781
   0.70077
   1.04033
  -0.13845
  -1.33806
   0.01215
   0.27053
   0.46461
   1.08639
   1.77758
   0.29684
  -4.06828
  -2.99970
  -3.41817
  -4.06440
  -2.70691
  -3.37891
  -4.06508
  -3.51544
  -4.45066
  -4.28542
  -3.65976
  -3.55425
  -5.85191
  -3.78498
  -3.77297
  -4.67391
  -3.74557
  -4.39138
  -4.51531
  -3.41462
  -4.51160
  -3.95549
  -3.54464
  -3.76627
Metropolis acceptance rate for gamma = 0.26843



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.29452
   0.00469
   2.72019
  -0.22305
   1.09501
   0.57285
   0.38521
  -1.46251
   0.18175
   0.93244
  -0.67259
   1.75382
  -0.27454
  -1.07290
   0.14277
   0.57359
  -0.11954
  -1.40617
  -0.62362
  -0.13737
   0.13719
   0.63227
   1.48775
  -0.00445
  -3.62999
  -3.19219
  -3.29497
  -4.44223
  -2.61564
  -3.26846
  -4.28942
  -3.69837
  -4.29204
  -4.35012
  -3.58156
  -4.20459
  -5.54822
  -4.12062
  -4.31749
  -4.62479
  -4.03311
  -4.24462
  -4.25337
  -3.14533
  -4.99768
  -3.43534
  -3.55062
  -3.88063
Metropolis acceptance rate for gamma = 0.26821



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.52041
   0.20075
   2.47325
   0.13633
   0.86592
   0.71089
   0.70767
  -1.34111
   0.54776
   0.39500
  -0.70435
   1.56323
  -0.41336
  -1.17810
   0.90708
   1.27926
  -0.57119
  -1.57545
  -0.19374
   0.04489
   0.35329
  -0.05730
   1.21121
  -0.01378
  -4.34783
  -2.96276
  -3.59512
  -4.29266
  -2.48104
  -3.22383
  -4.56969
  -3.45507
  -4.62190
  -4.14044
  -3.55445
  -3.53494
  -6.91686
  -4.53041
  -4.47721
  -4.43272
  -4.50240
  -4.23552
  -4.83537
  -2.87380
  -4.92803
  -3.39449
  -3.50795
  -4.04340
Metropolis acceptance rate for gamma = 0.26794



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.64082
  -0.31693
   2.18675
  -0.84880
   0.81404
   0.94946
   0.47626
  -1.71032
   0.40976
   0.57078
  -0.66853
   1.33878
  -0.85892
  -1.35337
   0.20969
   0.49184
  -0.17899
  -2.18987
  -0.72683
  -0.13141
  -0.34376
   0.56706
   0.96895
   0.03871
  -4.59904
  -3.02626
  -3.65897
  -4.71749
  -3.16555
  -3.75699
  -4.67731
  -3.92102
  -4.85717
  -4.62587
  -4.02010
  -4.54764
  -5.82230
  -4.33238
  -4.53202
  -4.71089
  -4.46510
  -4.57262
  -4.88147
  -3.49326
  -4.93744
  -3.90828
  -3.53753
  -4.18930
Metropolis acceptance rate for gamma = 0.26779



MCMCoprobit iteration 220001 of 1050000 
beta = 
   5.10163
  -1.14082
   2.61955
  -1.01273
   0.39290
   0.49019
  -0.49649
  -1.86787
   0.25366
   0.35888
  -0.98483
   0.87633
  -1.06213
  -1.19324
   0.10616
   0.43605
  -1.12331
  -2.31512
  -1.02975
  -0.95492
  -0.43376
   0.49029
   1.32846
  -0.36008
  -4.85776
  -3.62843
  -3.77230
  -5.41803
  -3.36561
  -4.00187
  -5.21497
  -4.09174
  -5.83087
  -5.21207
  -4.50255
  -4.54380
  -6.64453
  -4.91932
  -5.71036
  -5.31976
  -4.78263
  -4.93956
  -4.87097
  -3.85120
  -5.37415
  -4.07620
  -4.01392
  -4.57958
Metropolis acceptance rate for gamma = 0.26784



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.99238
  -0.77408
   2.97504
  -0.73549
   1.04486
   0.86610
  -0.02720
  -1.74538
   0.27790
   0.25744
  -0.97770
   0.99527
  -1.40072
  -1.14444
   0.24086
   0.78858
  -0.52014
  -1.90670
  -0.91153
  -0.53546
   0.10722
   0.43258
   1.20478
  -0.30744
  -4.66545
  -3.37568
  -3.76633
  -4.73979
  -3.08388
  -3.81390
  -5.02324
  -4.23284
  -4.63301
  -4.82106
  -4.32239
  -4.56553
  -6.09427
  -4.77243
  -5.15124
  -5.41423
  -4.58646
  -4.81803
  -4.63434
  -3.06965
  -4.81605
  -4.53694
  -4.05457
  -4.27764
Metropolis acceptance rate for gamma = 0.26728



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.98728
  -0.41348
   2.35271
  -0.60297
   0.48173
   1.33477
  -0.40494
  -1.72882
   0.96231
   1.00618
  -0.80282
   1.18480
  -0.53195
  -1.65718
   0.42299
   0.32733
  -0.36113
  -1.63584
  -0.32034
  -0.22800
  -0.42463
   0.48864
   1.28580
  -0.33583
  -4.69694
  -3.65061
  -3.62885
  -4.45924
  -2.88272
  -4.19030
  -4.75728
  -4.43384
  -5.42405
  -5.45916
  -4.23305
  -4.60318
  -5.75467
  -5.05495
  -4.90899
  -5.60632
  -4.73233
  -4.93292
  -4.38093
  -3.73029
  -5.45567
  -4.04170
  -3.96613
  -4.94627
Metropolis acceptance rate for gamma = 0.26735



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.73250
  -0.39105
   2.01673
  -0.79675
   0.81453
   0.87923
   0.62430
  -1.38344
   0.11630
   1.16407
  -0.58066
   1.30781
  -1.00962
  -0.99669
   0.44512
   0.62122
  -0.38041
  -1.18361
  -0.68729
   0.17399
  -0.43401
   0.53383
   1.11242
   0.17190
  -4.46507
  -3.16043
  -3.60312
  -4.60229
  -2.81508
  -3.81928
  -4.86239
  -3.50480
  -5.28710
  -4.52989
  -3.89175
  -4.07245
  -6.97677
  -4.65854
  -4.57999
  -5.24945
  -4.55159
  -4.64506
  -4.85722
  -3.56411
  -5.04285
  -4.05394
  -3.70069
  -4.86960
Metropolis acceptance rate for gamma = 0.26749



MCMCoprobit iteration 260001 of 1050000 
beta = 
   4.38180
  -0.51395
   2.86766
  -0.30209
   1.01261
   1.30400
   0.67213
  -1.89587
   0.19565
   0.89418
  -0.38470
   1.17871
  -0.72232
  -0.57117
   0.33688
   0.54859
  -0.37221
  -1.72428
  -0.82558
   0.34654
   0.39034
   0.24588
   1.68763
  -0.10517
  -4.18579
  -3.07117
  -3.17123
  -3.91328
  -2.53692
  -3.78375
  -4.71494
  -3.41112
  -4.37526
  -4.39710
  -3.34501
  -3.65598
  -6.45836
  -4.45003
  -4.09511
  -4.50356
  -4.02328
  -4.46649
  -4.13504
  -3.28000
  -4.79948
  -3.77418
  -3.30756
  -4.26078
Metropolis acceptance rate for gamma = 0.26756



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.37092
  -0.36525
   3.29682
   0.21502
   1.41933
   1.84839
   0.57406
  -1.83434
   0.61130
   1.02555
  -0.14307
   1.77376
  -0.12214
  -0.70132
   0.94366
   1.22544
  -0.03101
  -1.14568
  -0.13065
   0.43770
   0.45419
   0.93185
   1.75920
   0.80102
  -4.01369
  -2.89543
  -3.24664
  -4.04854
  -2.46891
  -3.41280
  -4.24620
  -3.54697
  -4.54511
  -4.53729
  -3.82723
  -3.50156
  -5.73263
  -4.38173
  -4.64435
  -4.50728
  -4.15446
  -4.03369
  -4.07949
  -3.02067
  -4.39376
  -3.86832
  -3.56716
  -4.11791
Metropolis acceptance rate for gamma = 0.26759



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.46300
   0.22571
   2.28010
  -0.35831
   1.10925
   1.06593
   0.61376
  -1.55583
   0.40408
   0.65499
  -0.61247
   1.43131
  -0.80427
  -1.21982
   0.34204
   0.43939
   0.19040
  -1.42392
  -0.57081
  -0.04727
   0.09512
   0.47326
   1.19030
   0.09415
  -4.05314
  -3.09946
  -3.57267
  -4.04713
  -2.78385
  -3.47589
  -4.55023
  -3.32936
  -5.20783
  -4.33110
  -3.76084
  -3.94783
  -6.27592
  -4.11584
  -4.37443
  -4.68254
  -3.81103
  -4.29286
  -4.48675
  -3.44869
  -4.56715
  -3.54990
  -3.40524
  -4.15093
Metropolis acceptance rate for gamma = 0.26776



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.67630
  -0.08914
   3.02314
  -0.55193
   1.13044
   1.36338
   0.24136
  -2.13485
   0.30079
   0.40434
  -0.99398
   1.61589
  -0.97970
  -1.12115
   0.48419
   0.42948
  -0.12395
  -1.80182
  -0.75449
  -0.09868
   0.13181
   0.13316
   1.38346
   0.26587
  -3.86202
  -3.15885
  -3.02456
  -4.75947
  -2.96291
  -4.00763
  -5.21988
  -3.62260
  -5.01445
  -4.65583
  -3.75421
  -4.06087
  -6.11778
  -4.48589
  -4.73657
  -4.88332
  -4.15296
  -4.28480
  -4.36962
  -3.28853
  -4.86781
  -3.78475
  -3.92763
  -4.54505
Metropolis acceptance rate for gamma = 0.26764



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.64942
  -0.35119
   2.73048
  -0.53565
   0.98947
   1.10120
   0.63826
  -1.29119
   0.30042
   0.92553
  -0.64542
   1.09469
  -1.25619
  -0.94460
   0.22834
   0.77327
  -0.78904
  -1.64515
  -1.05275
   0.06020
  -0.23067
   0.31843
   1.49175
   0.15062
  -3.78819
  -3.55710
  -3.61701
  -4.44776
  -2.75364
  -3.64094
  -4.23492
  -3.72646
  -5.41312
  -4.47018
  -3.99455
  -3.84676
  -5.62509
  -4.51161
  -5.23185
  -5.14109
  -4.16952
  -4.38694
  -4.38802
  -3.14645
  -5.05267
  -3.49091
  -3.98744
  -3.74874
Metropolis acceptance rate for gamma = 0.26776



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.48388
   0.05157
   2.70449
  -0.31168
   0.95073
   1.61344
   0.63626
  -1.23231
   0.10860
   1.20955
  -0.74135
   1.57402
  -0.51900
  -1.37784
   0.48122
   0.23365
  -0.40174
  -1.27444
  -0.52115
  -0.05137
  -0.18862
   0.35551
   1.57660
   0.51420
  -4.36251
  -3.28857
  -3.23668
  -4.40788
  -2.38010
  -2.47243
  -4.79116
  -3.41577
  -4.43632
  -4.84352
  -3.77271
  -3.66872
  -5.28400
  -4.29705
  -3.80073
  -4.59024
  -3.92181
  -4.41987
  -3.84296
  -3.13640
  -4.91583
  -3.49645
  -3.70867
  -4.44324
Metropolis acceptance rate for gamma = 0.26799



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.84421
  -0.28278
   2.70310
  -0.28452
   1.30347
   1.39858
   0.54225
  -1.85174
  -0.17826
   1.15678
  -0.65146
   0.93901
  -1.31703
  -1.60162
   0.85808
   1.05373
  -0.36656
  -1.63617
  -0.48817
   0.07723
   0.37297
   0.84954
   1.64137
   0.08505
  -5.16683
  -3.13465
  -3.39685
  -4.51127
  -2.92070
  -3.60222
  -5.31430
  -3.89523
  -5.27535
  -4.80636
  -4.39521
  -4.22842
  -6.28112
  -4.64526
  -4.55683
  -5.43372
  -4.64649
  -4.42603
  -4.79424
  -4.09289
  -5.50062
  -4.21579
  -3.83389
  -4.81019
Metropolis acceptance rate for gamma = 0.26799



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.97413
  -0.59600
   2.24560
  -0.37347
   0.59472
   0.77611
   0.11983
  -1.41014
   0.66348
   0.76451
  -0.75569
   1.57466
  -0.85959
  -1.16265
   0.29231
  -0.06435
  -0.47782
  -1.92978
  -0.85845
  -0.27686
   0.57427
   0.19161
   1.57306
  -0.06360
  -4.72367
  -3.54794
  -3.63281
  -4.53459
  -3.43496
  -3.55429
  -5.21884
  -3.94684
  -5.17235
  -4.77330
  -3.90911
  -4.42694
  -6.34098
  -4.56557
  -4.61267
  -4.95317
  -4.62278
  -4.97381
  -4.81799
  -3.74023
  -4.97536
  -4.11408
  -3.89262
  -4.63239
Metropolis acceptance rate for gamma = 0.26788



MCMCoprobit iteration 340001 of 1050000 
beta = 
   4.70049
  -0.39828
   2.49858
   0.14814
   1.33313
   1.54898
   0.92439
  -1.40488
   0.52202
   0.81812
  -0.59283
   1.29203
  -0.13421
  -0.84660
   0.86092
   0.88997
   0.00329
  -1.57805
  -0.11069
  -0.28819
   0.38338
   0.47886
   1.40553
   0.16397
  -4.93323
  -3.28613
  -3.77516
  -4.09036
  -2.59184
  -3.66476
  -4.59979
  -3.51348
  -5.10882
  -5.37999
  -3.97114
  -3.89977
  -5.89036
  -4.32754
  -4.97853
  -4.67130
  -4.31764
  -4.31557
  -4.58821
  -3.00021
  -4.34088
  -3.73320
  -3.87365
  -4.90260
Metropolis acceptance rate for gamma = 0.26772



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.76217
  -0.32173
   2.56814
  -0.44412
   0.94199
   1.32073
   0.96304
  -1.38100
   1.23113
   0.39661
  -0.59452
   1.24621
  -0.85508
  -0.85188
   0.40101
   0.90879
  -0.07051
  -1.38908
  -0.32747
   0.08367
   0.15801
   0.43491
   1.32118
   0.41612
  -4.08988
  -3.22450
  -3.90081
  -4.92413
  -2.99075
  -3.54275
  -4.63802
  -3.82093
  -5.10673
  -4.58807
  -4.10506
  -3.89134
  -5.70169
  -4.81137
  -5.34281
  -5.04666
  -4.18830
  -4.83788
  -4.64014
  -3.09171
  -4.90978
  -3.79246
  -4.30940
  -4.39023
Metropolis acceptance rate for gamma = 0.26777



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.52466
  -0.33884
   2.62150
  -0.03905
   0.98808
   1.37372
   0.37903
  -1.62969
   0.34388
   0.73379
  -0.31059
   1.56320
  -0.99491
  -0.81327
   1.12973
   0.78072
  -0.10966
  -1.49239
  -0.10472
  -0.15717
   0.08342
   0.77015
   1.28093
   0.25133
  -4.17634
  -3.08550
  -3.31043
  -4.62625
  -2.97580
  -3.77553
  -4.36441
  -3.79414
  -5.08183
  -4.81949
  -4.29267
  -4.05884
  -5.38523
  -4.18713
  -5.24908
  -5.09410
  -4.40641
  -4.51489
  -4.50073
  -3.33332
  -4.65404
  -3.89834
  -3.39678
  -4.78733
Metropolis acceptance rate for gamma = 0.26790



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.51028
  -0.24626
   2.93518
  -0.70192
   1.40412
   1.17589
   0.70757
  -1.19788
   0.37482
   0.86108
  -0.26361
   1.30198
  -0.53370
  -0.95651
   0.51907
   0.69980
  -0.12562
  -1.41808
  -0.31737
  -0.26006
   0.39546
   0.63952
   1.37996
   0.79928
  -4.35843
  -3.23096
  -3.14964
  -4.75634
  -2.60055
  -3.02514
  -4.62976
  -3.52017
  -4.87060
  -4.03953
  -3.84466
  -3.63874
  -5.80299
  -4.41652
  -4.30349
  -4.70731
  -4.40899
  -4.39980
  -3.97322
  -3.24726
  -4.98552
  -3.88315
  -3.61244
  -4.21902
Metropolis acceptance rate for gamma = 0.26787



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.74658
  -0.01001
   3.21815
   0.16608
   1.08044
   1.26842
   0.90811
  -1.03182
   0.79751
   0.92230
  -0.45460
   1.28785
  -0.39409
  -1.28940
   0.49530
   0.91704
  -0.63592
  -0.99812
  -0.44520
   0.26019
   0.27465
   0.58868
   1.25936
   0.23301
  -4.64779
  -3.41789
  -3.16329
  -4.34757
  -2.79709
  -3.56807
  -4.87402
  -3.69622
  -4.83503
  -4.48688
  -3.72680
  -4.57663
  -6.01333
  -4.32297
  -4.85743
  -4.87067
  -4.66559
  -4.49749
  -4.48785
  -3.09947
  -4.80074
  -3.62139
  -3.72992
  -4.35377
Metropolis acceptance rate for gamma = 0.26797



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.35779
   0.65772
   2.58484
  -0.04656
   1.14041
   1.88925
   0.79534
  -1.29986
   0.88654
   1.31481
  -0.35645
   1.79277
  -0.71566
  -0.61812
   0.72693
   0.50882
   0.06490
  -1.11982
  -0.19445
   0.22960
   0.54308
   1.16991
   1.91750
   0.86890
  -4.22323
  -2.80936
  -2.89993
  -3.89633
  -2.73374
  -2.85495
  -4.25774
  -3.22904
  -4.50358
  -4.25115
  -3.47252
  -4.04234
  -5.53716
  -4.23548
  -4.26038
  -4.60375
  -3.89661
  -3.55712
  -3.87292
  -3.30578
  -4.63712
  -3.59782
  -3.36186
  -3.73616
Metropolis acceptance rate for gamma = 0.26784



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.29254
   0.00748
   3.06669
  -0.17275
   1.36316
   1.14832
   0.94089
  -0.88723
   0.67968
   0.78377
  -0.51183
   1.80217
  -0.30639
  -0.94442
   0.82378
   0.52433
  -0.40223
  -1.58516
  -0.22747
   0.14787
   0.14735
   0.91728
   1.57881
   0.61653
  -4.24253
  -2.96604
  -3.19777
  -4.18079
  -2.51349
  -3.41052
  -4.68128
  -3.29195
  -4.15860
  -4.33664
  -3.30806
  -3.79852
  -5.71103
  -4.26421
  -4.74403
  -4.55080
  -3.88796
  -4.10448
  -3.90907
  -3.06676
  -4.32445
  -3.48700
  -3.45436
  -3.38269
Metropolis acceptance rate for gamma = 0.26794



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.56312
  -0.50724
   2.76113
  -0.92218
   1.31344
   1.33353
   0.23536
  -1.22370
   0.57625
   0.87891
  -0.78310
   1.38448
  -0.64007
  -0.99821
   0.26915
   0.60296
  -0.05012
  -1.41331
  -0.34657
   0.00977
   0.35064
   0.70599
   1.58648
   0.19909
  -4.13189
  -2.91207
  -3.43991
  -4.15790
  -2.97589
  -3.48393
  -4.41443
  -3.44267
  -4.68755
  -4.41368
  -4.00485
  -3.93221
  -6.21095
  -4.03848
  -4.00449
  -4.72279
  -3.86437
  -4.19846
  -4.67723
  -3.48461
  -4.68621
  -3.92447
  -3.40247
  -4.10276
Metropolis acceptance rate for gamma = 0.26781



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.88303
  -0.73031
   2.65770
  -0.61632
   0.70453
   1.30004
   0.40522
  -2.05098
   0.38364
   0.63029
  -0.76613
   1.44972
  -1.01917
  -1.30122
   0.56025
   0.21006
  -0.38227
  -1.44201
  -0.58963
  -0.23656
  -0.33883
   0.53001
   1.16662
   0.17468
  -4.56699
  -3.34584
  -3.29773
  -4.92434
  -2.65410
  -3.43492
  -5.19209
  -3.82471
  -4.74349
  -4.98435
  -4.22369
  -4.00346
  -5.63791
  -4.77435
  -4.64100
  -5.24798
  -4.76169
  -4.60038
  -4.97835
  -3.60742
  -5.45439
  -4.34393
  -3.86939
  -4.87562
Metropolis acceptance rate for gamma = 0.26778



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.64868
  -0.20332
   2.55235
  -0.47249
   0.91162
   0.88123
   0.53225
  -1.48967
   0.81400
   0.52850
  -0.56496
   0.76626
  -0.68204
  -1.31029
   0.60586
   0.12925
  -0.28484
  -1.67899
  -0.26663
  -0.20122
   0.48283
   0.56342
   1.48143
  -0.32798
  -4.00408
  -3.30767
  -3.31567
  -4.53453
  -3.01629
  -3.61648
  -4.44047
  -3.57522
  -4.71083
  -4.82408
  -3.74612
  -4.11477
  -6.26354
  -4.61933
  -4.80023
  -5.08073
  -4.13652
  -4.51903
  -4.11747
  -2.95184
  -4.65417
  -3.65000
  -3.51267
  -4.33106
Metropolis acceptance rate for gamma = 0.26746



MCMCoprobit iteration 440001 of 1050000 
beta = 
   5.02056
  -0.15241
   2.14815
  -0.76243
   0.54433
   1.00667
  -0.01033
  -1.47327
   0.33505
   0.16966
  -0.90611
   0.69899
  -1.10131
  -1.38154
   0.38407
   0.39362
  -0.49439
  -1.99610
  -0.87222
  -0.34947
  -0.56357
   0.06111
   1.38153
  -0.20643
  -5.00511
  -3.69432
  -3.87939
  -4.76326
  -2.99725
  -3.62572
  -5.01175
  -3.98105
  -5.23118
  -4.86226
  -3.82855
  -4.34959
  -6.07767
  -4.76175
  -4.80694
  -5.32003
  -4.78794
  -4.64425
  -5.18750
  -3.48770
  -5.23273
  -4.14042
  -4.06542
  -4.32987
Metropolis acceptance rate for gamma = 0.26762



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.14445
   0.28187
   3.02057
   0.67445
   1.55508
   1.62729
   1.24336
  -0.86934
   1.55660
   1.31676
  -0.06603
   1.82452
  -0.25011
  -0.14336
   1.06755
   1.65576
   0.36155
  -0.80752
   0.40961
   0.36882
   0.97405
   0.96396
   2.18194
   1.00020
  -3.72941
  -2.33260
  -2.86595
  -4.17956
  -2.20740
  -2.66138
  -4.26072
  -3.03384
  -3.61423
  -3.65795
  -2.86204
  -3.47848
  -5.91665
  -3.92304
  -4.46482
  -4.41994
  -4.23401
  -4.23253
  -4.37224
  -2.61121
  -4.21366
  -3.57605
  -3.47213
  -4.14582
Metropolis acceptance rate for gamma = 0.26752



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.32144
   0.16020
   3.78272
   0.02126
   1.18632
   0.98295
   0.87861
  -1.23779
   0.86900
   0.48138
   0.11731
   1.82605
  -0.15844
  -0.47710
   0.74846
   1.00368
   0.13977
  -0.91380
  -0.23770
   0.09169
   0.52924
   0.52210
   1.41454
   0.63807
  -4.07859
  -2.91733
  -2.99196
  -3.99635
  -2.41929
  -3.23392
  -4.51409
  -3.44713
  -4.80870
  -4.04449
  -3.21471
  -3.39351
  -5.34444
  -4.48348
  -3.95858
  -4.54693
  -3.87983
  -3.90804
  -4.31891
  -2.91839
  -4.61610
  -3.05985
  -2.85967
  -3.21184
Metropolis acceptance rate for gamma = 0.26755



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.22227
   0.03736
   2.30595
  -0.02773
   1.18998
   1.12540
   1.05527
  -1.06247
   0.83535
   1.03971
  -0.07964
   2.15697
  -0.79256
  -0.36806
   1.03203
   0.57519
  -0.31611
  -1.32235
   0.03423
   0.28821
   0.33197
   0.60804
   1.69737
   0.30913
  -4.19802
  -2.71273
  -2.96594
  -3.86634
  -2.45836
  -3.19378
  -4.05732
  -3.11114
  -4.03090
  -3.43615
  -3.52747
  -3.29737
  -5.91184
  -4.13021
  -4.40979
  -5.01827
  -3.83294
  -3.69382
  -3.77400
  -2.51788
  -4.42878
  -3.49259
  -3.20732
  -3.79767
Metropolis acceptance rate for gamma = 0.26757



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.73247
  -0.59182
   2.75276
  -0.77430
   0.74266
   0.76039
   0.29662
  -1.64989
   0.17071
   0.84049
  -0.69170
   1.04607
  -1.18839
  -1.18545
  -0.02009
   0.33295
  -0.13165
  -1.57750
  -0.65025
  -0.20973
  -0.35270
   0.52047
   1.32533
  -0.28938
  -3.82572
  -3.43842
  -3.60168
  -4.14101
  -2.93436
  -3.36170
  -4.52914
  -3.72984
  -4.91734
  -4.62163
  -4.09071
  -4.37057
  -5.49115
  -4.45740
  -4.68118
  -4.93186
  -4.23951
  -4.69698
  -4.26671
  -3.50158
  -5.15236
  -4.10556
  -4.14772
  -4.48080
Metropolis acceptance rate for gamma = 0.26745



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.26201
  -0.04865
   2.43335
  -0.34633
   0.97174
   1.21373
   0.34888
  -1.15998
   0.41483
   0.26757
  -0.50660
   1.67608
  -0.37990
  -1.01119
   0.31175
   0.09121
  -0.30142
  -1.75676
  -0.26844
  -0.35297
   0.34038
   0.46220
   1.50221
   0.20777
  -4.35843
  -2.94307
  -3.38241
  -4.18845
  -2.70008
  -3.56070
  -4.43143
  -3.50203
  -5.26611
  -4.08248
  -3.66916
  -4.06278
  -5.16016
  -4.32519
  -4.38523
  -4.34206
  -3.90680
  -4.14529
  -4.04206
  -2.71966
  -4.48229
  -3.64237
  -3.67787
  -3.78835
Metropolis acceptance rate for gamma = 0.26737



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.37554
  -0.08582
   2.65461
   0.08808
   1.39660
   1.51998
   1.01209
  -0.89264
   1.11798
   0.57883
   0.01566
   1.49307
  -0.49397
  -0.70922
   0.34482
   0.96218
  -0.05171
  -0.90645
   0.06896
   0.14782
   0.50437
   1.37237
   1.94136
   0.47008
  -4.14815
  -3.08902
  -2.67761
  -4.65275
  -2.47325
  -3.89367
  -4.17442
  -3.10919
  -4.84536
  -3.65657
  -3.38955
  -3.73421
  -5.97404
  -4.13276
  -3.89459
  -4.34171
  -4.12818
  -3.95349
  -4.12126
  -3.01591
  -4.35144
  -3.61955
  -3.37716
  -4.45230
Metropolis acceptance rate for gamma = 0.26730



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.25781
   0.40117
   3.25814
  -0.23277
   1.31316
   1.88680
  -0.06854
  -1.10005
   0.66556
   0.89005
  -0.18707
   1.43695
  -0.26631
  -0.77832
   0.64186
   0.80916
  -0.14125
  -1.02565
  -0.09464
  -0.20313
   0.31160
   0.94764
   1.72625
   0.57281
  -3.91400
  -2.79797
  -3.15463
  -4.37626
  -2.34532
  -3.32148
  -4.03169
  -3.60042
  -4.27766
  -4.10633
  -3.79452
  -3.46928
  -5.34356
  -4.30914
  -4.22490
  -4.60236
  -3.67478
  -4.01174
  -3.72517
  -2.75095
  -4.66197
  -3.70713
  -3.16036
  -4.16887
Metropolis acceptance rate for gamma = 0.26738



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.33252
   0.06040
   2.77132
  -0.05123
   0.70498
   1.42850
   0.56101
  -1.34101
   0.76366
   1.02656
  -0.31374
   1.69447
  -0.66332
  -1.15131
   0.42306
   0.44450
   0.19153
  -1.24274
  -0.66935
   0.09366
   0.64911
   1.12664
   1.55770
   0.10081
  -4.15377
  -2.79884
  -3.61109
  -4.11451
  -2.35092
  -3.36728
  -4.20809
  -3.66932
  -4.21753
  -4.19837
  -3.72511
  -3.60756
  -6.14884
  -4.41189
  -4.17039
  -4.55194
  -4.25739
  -4.07336
  -4.25078
  -2.99039
  -4.69600
  -3.69919
  -3.69089
  -4.19510
Metropolis acceptance rate for gamma = 0.26733



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.60573
   0.05562
   2.48157
  -0.14425
   1.16508
   0.73477
   0.58046
  -1.73153
   0.93678
   1.20731
  -0.48100
   1.52241
  -0.89528
  -1.48571
   0.92106
   0.73235
  -0.21925
  -1.72823
  -0.40910
   0.07670
   0.56925
   1.14708
   2.05881
   0.12475
  -4.32731
  -3.04576
  -3.34003
  -4.46462
  -2.60620
  -3.62330
  -4.67721
  -3.61703
  -5.29584
  -4.73042
  -3.81366
  -3.86692
  -6.93403
  -4.56507
  -5.11603
  -5.21789
  -4.42822
  -4.24813
  -4.65265
  -3.41432
  -4.92404
  -3.69857
  -3.46787
  -4.06599
Metropolis acceptance rate for gamma = 0.26740



MCMCoprobit iteration 540001 of 1050000 
beta = 
   5.29676
  -0.75415
   2.55802
  -1.16321
   0.56969
   0.95960
  -0.48632
  -2.12496
  -0.11685
   0.16227
  -0.93803
   0.50540
  -1.60862
  -1.09316
  -0.02472
   0.11647
  -1.02319
  -2.32820
  -0.89134
  -0.48093
  -0.05941
   0.10594
   0.97989
  -0.67394
  -5.16052
  -3.80263
  -4.18496
  -4.96820
  -2.93298
  -4.14346
  -5.32677
  -4.43502
  -5.22951
  -4.70446
  -4.44212
  -4.66790
  -6.80405
  -4.91852
  -5.11886
  -5.81014
  -4.82694
  -5.17310
  -5.16542
  -3.65230
  -5.75779
  -4.36404
  -4.35522
  -4.48838
Metropolis acceptance rate for gamma = 0.26743



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.63078
  -0.17784
   2.63205
  -0.93100
   0.68268
   1.57711
   0.61111
  -1.36015
   0.22766
   0.55094
  -0.82472
   0.79426
  -0.97830
  -0.90847
   0.15195
   0.00962
  -0.66418
  -1.86371
  -0.43406
  -0.13279
  -0.26879
   0.60674
   1.38736
  -0.31174
  -4.01342
  -3.23457
  -3.94717
  -4.49088
  -2.72797
  -3.53139
  -4.52283
  -3.59458
  -5.07654
  -4.51868
  -4.10771
  -4.17594
  -5.18304
  -4.64874
  -4.14747
  -5.20501
  -4.36361
  -4.49163
  -4.53368
  -3.35754
  -5.04598
  -3.87652
  -3.84658
  -4.40734
Metropolis acceptance rate for gamma = 0.26729



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.82868
  -0.10027
   3.16407
  -0.20152
   1.00648
   1.07090
   0.21577
  -1.58469
   0.39363
   0.90499
  -0.17111
   1.35788
  -0.88042
  -1.04943
   0.41208
   0.98541
  -0.18980
  -1.57640
  -0.05148
   0.09888
  -0.05807
   0.77570
   1.32697
   0.11991
  -3.92327
  -3.46461
  -3.47854
  -4.83514
  -2.39093
  -3.63082
  -4.54683
  -4.02943
  -5.07009
  -4.73762
  -4.25269
  -3.90621
  -6.40957
  -4.82249
  -4.81072
  -5.39017
  -5.05405
  -3.94158
  -4.83112
  -3.39069
  -4.91066
  -4.29168
  -3.95881
  -4.48367
Metropolis acceptance rate for gamma = 0.26739



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.18253
  -0.25953
   3.06213
  -0.22279
   1.35021
   1.18568
   0.77693
  -1.26479
   0.45425
   1.08980
  -0.10876
   1.55116
  -0.27570
  -0.63935
   0.99905
   0.62940
   0.19928
  -1.24062
  -0.10234
   0.49907
   0.05524
   0.89205
   1.78104
   0.38905
  -3.70017
  -2.71058
  -2.59150
  -4.47312
  -2.09572
  -3.06584
  -4.10969
  -3.11768
  -4.41346
  -3.78532
  -3.35450
  -3.35426
  -5.34004
  -4.10772
  -4.30812
  -4.43283
  -4.15240
  -4.45432
  -3.89732
  -2.67319
  -4.15143
  -3.60328
  -3.17599
  -4.19330
Metropolis acceptance rate for gamma = 0.26745



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.60349
  -0.48666
   2.68524
  -0.36886
   0.59406
   1.30206
   0.08234
  -1.39537
   0.32477
   0.41837
  -0.70071
   1.28459
  -1.11488
  -1.42741
   0.50507
   0.67527
  -0.48277
  -1.59302
  -0.58017
  -0.17762
   0.11388
  -0.09103
   0.81024
   0.08828
  -4.22817
  -3.33908
  -3.70466
  -4.54742
  -2.67109
  -3.56425
  -4.54221
  -3.55651
  -5.08021
  -4.26995
  -3.66180
  -4.43738
  -6.05123
  -4.10351
  -4.57448
  -5.22493
  -4.21328
  -4.74345
  -4.44443
  -3.14408
  -4.72348
  -3.62516
  -3.88273
  -3.96289
Metropolis acceptance rate for gamma = 0.26744



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.38329
   0.12858
   3.28099
  -0.04982
   1.16732
   1.40715
   0.73219
  -1.26100
   0.83594
   1.02209
  -0.27108
   1.33901
  -0.49037
  -0.96392
   0.98230
   0.57425
   0.11144
  -0.98949
  -0.20305
   0.29604
   0.14038
   0.90207
   1.83199
   0.23955
  -4.05228
  -3.17655
  -3.49445
  -4.10383
  -1.80010
  -3.42229
  -4.18212
  -3.60878
  -4.71435
  -4.36835
  -3.97165
  -3.94449
  -6.25034
  -4.23086
  -4.37780
  -4.81211
  -4.45125
  -3.99346
  -4.42215
  -2.96479
  -4.48878
  -3.99407
  -3.00927
  -4.22451
Metropolis acceptance rate for gamma = 0.26744



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.04575
  -0.10494
   3.48890
  -0.03353
   1.44865
   1.94271
   0.70377
  -1.17318
   0.55531
   1.52773
  -0.17333
   1.69320
  -0.16443
  -0.74830
   1.18046
   1.16233
  -0.08346
  -0.86067
   0.05419
   0.57369
   0.42457
   1.06920
   1.36568
   0.79707
  -4.15602
  -2.91819
  -3.09411
  -4.09088
  -2.02945
  -3.14909
  -4.05214
  -3.05642
  -3.83300
  -4.20128
  -3.10627
  -3.50033
  -5.36149
  -3.89637
  -4.22995
  -4.26597
  -3.50357
  -3.73815
  -4.26913
  -2.61255
  -4.46362
  -3.72418
  -2.83098
  -3.50518
Metropolis acceptance rate for gamma = 0.26753



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.55824
  -0.00220
   2.57845
  -0.29638
   1.17460
   1.32504
   0.08563
  -1.05068
   1.02699
   0.57455
  -0.53070
   1.55071
  -0.76090
  -0.49556
   1.06620
   0.53780
  -0.13780
  -1.30784
  -0.19999
   0.17292
   0.24970
   0.48975
   1.74568
   0.33261
  -4.08486
  -3.24303
  -3.01824
  -4.24381
  -2.18294
  -3.56106
  -4.73980
  -3.62986
  -4.87512
  -4.28703
  -3.75186
  -3.73822
  -6.32731
  -4.61207
  -4.54946
  -4.58602
  -3.91070
  -4.54234
  -4.23355
  -2.80167
  -4.72601
  -3.61925
  -3.39151
  -4.05282
Metropolis acceptance rate for gamma = 0.26745



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.93356
  -0.63826
   2.39945
  -0.25964
   0.57927
   0.80707
   0.06327
  -1.60476
   0.08722
   0.44730
  -0.64749
   0.79570
  -1.26300
  -1.41394
   0.08815
   0.27297
  -0.36905
  -1.87433
  -0.75699
  -0.28206
   0.10944
  -0.19306
   1.53985
   0.05774
  -4.46394
  -3.56035
  -3.58524
  -4.85592
  -2.65284
  -3.94360
  -4.78362
  -4.33660
  -5.44844
  -5.05834
  -4.42876
  -4.59376
  -6.50522
  -4.79315
  -4.39224
  -5.08647
  -4.78901
  -4.88010
  -4.65699
  -3.53265
  -5.46758
  -4.12196
  -4.21780
  -5.15682
Metropolis acceptance rate for gamma = 0.26759



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.96101
   0.01236
   1.99671
  -0.58902
   0.50830
   0.83891
   0.16344
  -1.90687
   0.05474
   0.34967
  -0.92085
   1.13192
  -0.66389
  -1.47702
   0.57504
   0.28578
  -0.69200
  -1.47129
  -0.68845
  -0.08930
  -0.08593
  -0.31066
   1.33101
  -0.07779
  -4.45451
  -3.33228
  -3.19375
  -4.76859
  -2.79624
  -3.49936
  -5.15841
  -4.14725
  -4.78174
  -4.83808
  -4.33947
  -4.69683
  -6.61897
  -4.52446
  -4.92512
  -5.50787
  -4.76548
  -5.41474
  -5.09544
  -3.82906
  -5.21640
  -3.91069
  -3.90833
  -4.59844
Metropolis acceptance rate for gamma = 0.26764



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.61074
  -0.58419
   2.65941
  -0.56470
   0.68019
   0.99130
   0.42810
  -0.84023
   0.59282
   0.75246
  -0.37355
   1.75584
  -0.55103
  -1.24817
   0.48479
   0.51259
  -0.53314
  -1.45463
  -0.83390
  -0.33290
  -0.12854
   0.56630
   1.57254
   0.12571
  -3.94262
  -3.45511
  -3.36072
  -4.28493
  -2.56429
  -3.67484
  -4.71076
  -3.51338
  -4.74078
  -4.47530
  -3.45601
  -3.92535
  -5.68386
  -4.34492
  -4.25749
  -4.72235
  -4.52533
  -4.59143
  -4.24178
  -3.32836
  -4.88258
  -3.61882
  -3.36084
  -4.32452
Metropolis acceptance rate for gamma = 0.26756



MCMCoprobit iteration 650001 of 1050000 
beta = 
   3.94808
   0.13056
   3.19460
  -0.26110
   1.01593
   1.13935
  -0.11705
  -0.80666
   0.51674
   0.81741
  -0.12482
   1.59868
  -0.09246
  -0.94716
   0.59238
   0.79998
  -0.14842
  -1.32972
  -0.06143
   0.19859
   0.36149
   0.67522
   1.87570
   0.55325
  -3.99441
  -2.50671
  -2.88447
  -3.68416
  -2.01557
  -3.22161
  -3.86622
  -3.03105
  -4.50567
  -4.02136
  -3.64231
  -3.26514
  -5.41729
  -3.85514
  -3.99131
  -4.21119
  -3.97887
  -3.57560
  -4.06548
  -2.83613
  -4.32071
  -3.23440
  -3.03438
  -4.01589
Metropolis acceptance rate for gamma = 0.26744



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.50607
  -0.66991
   2.81837
  -0.67815
   1.08168
   0.22847
   0.12603
  -1.47847
   0.77412
   0.52674
  -0.46061
   1.57326
  -0.71291
  -0.93862
   0.59223
   0.47754
   0.16084
  -1.46671
  -0.57805
   0.32310
   0.00301
   0.59665
   1.05523
   0.17356
  -3.84916
  -3.05285
  -3.55412
  -4.74555
  -2.94931
  -3.45069
  -4.44473
  -3.68966
  -4.85014
  -4.33189
  -4.19455
  -3.89983
  -6.12092
  -4.52152
  -4.55034
  -4.88707
  -3.95703
  -4.09017
  -4.96294
  -3.24217
  -4.80531
  -3.89722
  -3.49404
  -3.83403
Metropolis acceptance rate for gamma = 0.26735



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.38856
   0.36125
   3.28564
   0.14830
   1.44239
   1.47156
   0.67447
  -0.89922
   0.71004
   1.01504
   0.20144
   1.14276
  -0.38140
  -0.59814
   0.75831
   1.21918
  -0.04442
  -1.07096
  -0.31106
   0.53737
   0.52227
   1.29825
   1.47295
   0.65093
  -4.05179
  -2.87717
  -3.14817
  -3.86640
  -2.84321
  -3.67729
  -4.45627
  -3.39187
  -4.68343
  -3.93221
  -3.87357
  -3.72887
  -5.74440
  -4.01271
  -3.96943
  -5.07163
  -3.94364
  -4.22624
  -4.25081
  -3.46548
  -4.74585
  -3.70578
  -3.63799
  -4.44735
Metropolis acceptance rate for gamma = 0.26728



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.52175
  -0.12100
   2.62121
  -0.20883
   0.75688
   0.81750
   0.30696
  -1.34888
   0.43013
   0.76590
  -0.50763
   1.65860
  -0.74773
  -0.91339
   0.88418
   0.77543
  -0.15787
  -1.77467
   0.01944
   0.24262
  -0.03236
   0.68647
   1.73748
   0.13219
  -3.80672
  -3.17070
  -3.64799
  -3.90873
  -2.72261
  -3.64174
  -4.32727
  -3.69793
  -4.84361
  -4.69937
  -3.92852
  -3.75136
  -5.90440
  -4.48301
  -5.17283
  -4.85431
  -4.21650
  -4.17506
  -4.19616
  -3.32594
  -4.77355
  -3.79397
  -3.48637
  -3.79335
Metropolis acceptance rate for gamma = 0.26724



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.52127
  -0.12051
   3.72383
  -0.11262
   1.64169
   1.54318
   0.48964
  -1.46097
   1.20422
   1.30180
  -0.17739
   1.79061
  -0.59545
  -0.50416
   1.46401
   1.57724
   0.26995
  -0.99084
  -0.02462
   0.51708
   0.56095
   0.80528
   2.06903
   0.25462
  -4.28190
  -2.66731
  -2.93489
  -4.11335
  -2.48139
  -3.28715
  -5.20529
  -3.55484
  -4.80281
  -4.27489
  -3.89100
  -4.08857
  -6.53110
  -4.26498
  -4.10191
  -4.45711
  -4.55648
  -4.50935
  -4.81668
  -2.88376
  -4.68248
  -3.62880
  -3.24161
  -3.96520
Metropolis acceptance rate for gamma = 0.26720



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.77839
  -0.46199
   2.36042
  -0.63697
   0.75023
   1.58306
  -0.16075
  -1.70115
   0.51386
   0.46201
  -0.73102
   1.00106
  -1.16324
  -1.10351
  -0.00378
  -0.06567
  -0.31876
  -1.53416
  -0.12940
  -0.02682
   0.10039
   0.59797
   1.56693
  -0.33381
  -4.53955
  -3.74663
  -2.97599
  -4.63548
  -2.83680
  -3.15076
  -4.59890
  -3.61499
  -5.31135
  -4.32564
  -4.02054
  -4.19289
  -6.03011
  -4.69082
  -4.73037
  -4.74080
  -4.41424
  -4.18561
  -4.65424
  -3.34703
  -5.29971
  -3.96887
  -3.84820
  -4.49972
Metropolis acceptance rate for gamma = 0.26725



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.53982
  -0.28586
   2.88078
   0.20276
   0.92429
   1.64522
   0.68585
  -1.20866
   0.48139
   0.96065
  -0.34229
   1.12874
  -0.92944
  -0.88062
   0.49101
   0.91499
  -0.11924
  -1.22763
  -0.19029
   0.16874
  -0.02839
   0.64631
   1.35607
   0.80614
  -4.06835
  -2.81365
  -3.24319
  -4.19280
  -2.60509
  -3.43282
  -4.85315
  -3.28948
  -4.10950
  -4.09748
  -3.48605
  -3.44385
  -5.76131
  -4.75265
  -4.49249
  -4.83755
  -4.20825
  -4.30911
  -4.40470
  -3.44295
  -4.63984
  -3.95664
  -3.42843
  -3.91456
Metropolis acceptance rate for gamma = 0.26717



MCMCoprobit iteration 720001 of 1050000 
beta = 
   5.10928
  -0.61887
   2.71720
  -0.97380
   0.47364
   0.96959
   0.04382
  -1.91571
   0.06809
   0.34166
  -0.72145
   1.10224
  -1.07643
  -1.32292
   0.00671
   0.44170
  -0.62661
  -1.96496
  -0.84826
  -0.23260
  -0.94784
  -0.08294
   1.02879
  -0.40520
  -4.00420
  -3.67340
  -3.85557
  -4.56451
  -3.09235
  -4.07433
  -5.13253
  -4.03558
  -5.25018
  -4.47501
  -4.43588
  -4.29955
  -6.50140
  -5.03024
  -5.18284
  -5.33223
  -4.90623
  -5.00895
  -4.77287
  -3.88664
  -5.45649
  -3.90053
  -3.82264
  -4.29744
Metropolis acceptance rate for gamma = 0.26703



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.84022
  -0.66354
   2.53916
  -0.25509
   0.87325
   0.77900
  -0.10199
  -1.64912
   0.27560
   0.59824
  -0.95688
   1.32371
  -0.77635
  -1.50385
   0.10539
   0.30845
  -0.18925
  -1.73486
  -0.37451
  -0.36600
   0.12455
   0.40152
   1.04404
  -0.41106
  -4.42617
  -3.44858
  -3.82061
  -4.61315
  -3.03348
  -3.83015
  -4.99185
  -3.96399
  -5.20920
  -4.76767
  -4.30735
  -4.48592
  -6.43970
  -4.64216
  -5.24378
  -5.37539
  -4.36103
  -4.68900
  -4.54732
  -3.36593
  -5.28664
  -4.07308
  -3.55329
  -4.60813
Metropolis acceptance rate for gamma = 0.26701



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.61027
  -0.03641
   3.00893
  -0.57482
   0.98873
   1.13541
  -0.01008
  -1.32361
   0.59397
   0.35376
  -0.74166
   1.41261
  -0.97628
  -1.15590
   0.41227
   0.46031
  -0.43333
  -1.91743
  -0.32903
   0.06523
  -0.05575
   0.50236
   1.20455
   0.23388
  -4.41504
  -3.02250
  -3.23025
  -4.42759
  -2.92219
  -3.25082
  -4.45717
  -3.63260
  -4.73193
  -4.26526
  -4.12081
  -3.77342
  -6.53205
  -4.71184
  -4.64793
  -4.68378
  -4.08657
  -4.47760
  -4.66616
  -3.49020
  -5.11324
  -3.79516
  -3.13328
  -4.79123
Metropolis acceptance rate for gamma = 0.26701



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.81481
  -0.48181
   2.66228
  -0.51665
   1.02662
   1.02862
   0.59505
  -1.38746
   0.30191
   0.93417
  -0.65452
   1.47519
  -1.08007
  -1.19696
   0.49956
   0.59690
  -0.36963
  -1.42386
  -0.57032
   0.15127
  -0.29292
  -0.00092
   1.64767
   0.05236
  -4.04195
  -3.05195
  -3.64574
  -4.23496
  -2.79590
  -4.02498
  -4.64726
  -3.91448
  -5.21870
  -4.60372
  -3.90150
  -4.57834
  -5.70121
  -4.85644
  -4.61285
  -5.02270
  -4.80374
  -4.76145
  -4.66798
  -3.61004
  -5.02801
  -3.94001
  -3.89844
  -3.98414
Metropolis acceptance rate for gamma = 0.26703



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.22652
  -0.33974
   2.84035
  -0.25037
   0.98154
   1.12642
   0.60813
  -1.05105
   0.50086
   1.10445
  -0.35259
   1.61983
  -0.64432
  -1.38649
   0.69674
   0.57045
   0.42559
  -1.60110
  -0.21688
   0.04068
   0.02518
   0.80821
   2.02485
   0.11710
  -4.09462
  -2.84023
  -3.26227
  -4.46932
  -2.76323
  -2.98693
  -4.47934
  -3.54979
  -4.63451
  -3.78533
  -3.77926
  -4.02046
  -6.00732
  -4.01954
  -4.62840
  -4.79295
  -3.81438
  -4.53011
  -3.80628
  -2.54418
  -4.47203
  -3.43837
  -3.62370
  -4.08036
Metropolis acceptance rate for gamma = 0.26694



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.52884
   0.15164
   2.97079
  -0.66565
   1.47205
   1.27903
   0.86576
  -1.06987
   0.36279
   0.58474
  -0.49009
   1.57535
  -0.82959
  -0.71555
   0.40223
   0.30476
  -0.21233
  -1.43014
  -0.58637
  -0.14617
   0.39954
   0.96357
   1.56809
   0.24774
  -4.22862
  -3.28511
  -3.10070
  -3.88693
  -2.75780
  -2.84450
  -4.68211
  -3.50731
  -4.83042
  -4.45946
  -3.39397
  -3.82827
  -6.05280
  -4.36897
  -4.63149
  -4.47115
  -4.38473
  -4.38414
  -4.15683
  -3.40027
  -4.88096
  -3.42907
  -3.62892
  -3.56743
Metropolis acceptance rate for gamma = 0.26700



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.61596
  -0.10666
   2.33658
  -0.36707
   1.11610
   1.14773
   0.26890
  -1.24227
   0.46358
   0.70402
  -0.47499
   1.12478
  -0.76617
  -0.69214
   0.61829
   1.08437
  -0.08388
  -1.27968
  -0.21629
  -0.02495
  -0.34681
   0.57581
   2.03959
   0.03876
  -4.70163
  -3.04912
  -3.24061
  -3.95104
  -2.80338
  -3.33742
  -4.63914
  -3.72199
  -4.72259
  -4.10144
  -3.84419
  -3.89326
  -5.40342
  -4.40758
  -4.61494
  -4.76105
  -4.47637
  -4.47018
  -4.72824
  -3.21309
  -4.69797
  -3.95899
  -3.11631
  -4.25554
Metropolis acceptance rate for gamma = 0.26704



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.41376
  -0.46147
   2.83504
  -0.79153
   1.33071
   1.67261
   0.32351
  -1.24668
   0.22563
   0.97095
  -0.28774
   1.58584
  -1.30688
  -1.55952
   0.52513
   0.33091
  -0.51574
  -1.60605
  -0.67839
   0.01510
  -0.01311
   0.54519
   1.34433
   0.21392
  -4.24838
  -3.19337
  -3.45207
  -4.28550
  -2.47593
  -3.83486
  -4.19189
  -3.57257
  -4.79585
  -4.46166
  -3.60288
  -4.10506
  -5.72937
  -4.07666
  -4.25429
  -5.23837
  -4.44759
  -4.27526
  -3.93492
  -2.97588
  -4.69558
  -3.72678
  -3.64017
  -3.80556
Metropolis acceptance rate for gamma = 0.26706



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.72840
  -0.32626
   3.02062
  -0.13732
   0.88268
   1.66228
   0.48511
  -1.66692
   0.41846
   0.87439
  -0.76286
   1.66206
  -1.09293
  -1.04681
   0.43383
   0.62875
  -0.07825
  -1.86334
  -0.13251
   0.07459
   0.20594
   1.17270
   1.51380
   0.22523
  -4.27953
  -3.12136
  -3.53314
  -4.42653
  -3.17897
  -3.28957
  -4.70562
  -3.54917
  -4.74635
  -4.55194
  -4.06748
  -3.71773
  -5.90355
  -4.26192
  -4.94099
  -5.26125
  -4.75091
  -4.10959
  -4.58881
  -3.12620
  -4.76046
  -3.94358
  -4.04346
  -4.19673
Metropolis acceptance rate for gamma = 0.26708



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.66667
  -0.20609
   2.90905
  -0.39761
   1.01538
   0.99989
   0.66980
  -1.40091
   0.71013
   0.38180
  -0.42547
   1.24570
  -0.28943
  -1.26016
   1.04010
   0.44147
   0.20051
  -1.81108
  -0.44800
   0.05498
  -0.09328
   0.78313
   1.45852
  -0.02368
  -3.72072
  -2.96047
  -2.96246
  -4.70906
  -2.75033
  -3.74442
  -4.70448
  -3.96219
  -5.22004
  -5.06101
  -3.86126
  -4.19776
  -6.34659
  -4.79270
  -4.65641
  -4.57089
  -4.39837
  -5.07478
  -4.52124
  -3.38552
  -5.01536
  -3.91179
  -3.58198
  -4.25113
Metropolis acceptance rate for gamma = 0.26710



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.43066
  -0.34048
   2.67499
   0.03188
   0.82445
   0.95495
   0.30439
  -1.37923
   0.69192
   0.71019
  -0.55457
   1.41188
  -0.37237
  -1.07547
   0.88178
   0.19629
  -0.48552
  -1.01277
  -0.09398
   0.42250
  -0.12072
   0.58713
   1.35804
   0.49414
  -4.29605
  -3.09205
  -3.04521
  -4.36676
  -2.51876
  -2.99230
  -4.46299
  -3.58837
  -4.77779
  -4.25576
  -3.74942
  -3.75669
  -5.45577
  -4.45556
  -4.49328
  -4.66526
  -4.18043
  -4.20862
  -4.04535
  -2.80893
  -4.28347
  -3.14704
  -3.08126
  -4.07633
Metropolis acceptance rate for gamma = 0.26712



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.57624
   0.37757
   3.15662
  -0.44873
   1.17490
   1.20807
   0.69980
  -1.67210
   1.37005
   1.46211
  -0.35909
   1.04923
  -0.67910
  -1.30596
   0.61478
   0.59930
  -0.46338
  -1.36059
  -0.49322
   0.18124
   0.63353
   0.63586
   1.94251
  -0.20728
  -3.97902
  -3.18021
  -2.98030
  -4.44873
  -2.69282
  -3.64984
  -4.63803
  -4.10885
  -5.27183
  -3.98876
  -3.94377
  -3.42227
  -5.93100
  -4.23773
  -4.66700
  -4.64049
  -4.00291
  -4.49851
  -4.73530
  -3.47231
  -4.94904
  -3.69168
  -3.47029
  -3.64721
Metropolis acceptance rate for gamma = 0.26705



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.75161
  -0.56094
   2.67560
  -0.23899
   0.90569
   1.05241
   0.15167
  -1.48065
   0.93244
   0.62573
  -0.94401
   1.38514
  -0.91076
  -0.84116
   0.34024
   0.06561
  -0.48665
  -1.65972
  -0.56968
  -0.04525
  -0.16628
   0.18193
   1.35198
   0.05285
  -4.29360
  -3.44139
  -3.45065
  -4.66446
  -2.61506
  -3.71685
  -4.85297
  -3.49100
  -5.38980
  -5.06804
  -3.84827
  -3.87311
  -5.96876
  -4.28596
  -4.93208
  -5.16927
  -4.23463
  -4.43864
  -4.24476
  -3.53973
  -4.55419
  -4.11587
  -3.97541
  -4.35002
Metropolis acceptance rate for gamma = 0.26702



MCMCoprobit iteration 850001 of 1050000 
beta = 
   5.22641
  -0.46705
   2.52186
  -0.87961
   0.82844
   0.87259
  -0.31791
  -1.65647
   0.02331
   0.00497
  -1.16435
   1.23982
  -0.98983
  -2.03737
   0.09919
   0.19077
  -0.75088
  -1.89912
  -0.79364
  -0.43909
  -0.33953
   0.31451
   0.43667
  -0.36038
  -4.70111
  -3.64721
  -3.88858
  -5.30862
  -3.54614
  -4.10502
  -5.26546
  -4.14824
  -5.39157
  -4.68703
  -4.32148
  -4.85594
  -7.90901
  -4.76248
  -5.43051
  -5.78185
  -4.88544
  -4.68313
  -5.28157
  -3.56348
  -5.12783
  -4.33146
  -4.04520
  -5.10644
Metropolis acceptance rate for gamma = 0.26716



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.57540
   0.06428
   2.89908
  -0.56719
   0.88911
   0.96365
   0.23425
  -1.36925
   0.24066
   0.70013
  -0.75429
   1.22635
  -1.10882
  -0.57093
   0.23736
   0.42976
  -0.58471
  -1.74123
  -0.16624
   0.02952
   0.14693
   0.74007
   1.32838
  -0.06943
  -4.09228
  -3.08888
  -3.22048
  -4.54219
  -2.67810
  -3.37282
  -4.66438
  -4.02166
  -4.59368
  -4.33733
  -3.86634
  -3.79630
  -6.45432
  -4.23540
  -5.22262
  -4.74354
  -4.57540
  -3.51196
  -4.49003
  -3.60002
  -4.63207
  -3.93994
  -3.99691
  -4.22693
Metropolis acceptance rate for gamma = 0.26726



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.19640
  -0.51353
   2.45519
  -0.40277
   0.81285
   1.04489
  -0.15219
  -1.18307
   0.27318
   0.54120
  -0.24328
   1.28004
  -0.80639
  -0.90866
   0.20398
   0.36258
  -0.02345
  -1.52355
  -0.65908
   0.08192
   0.58211
   0.68637
   1.39551
   0.07018
  -4.55899
  -2.69412
  -3.07928
  -3.97742
  -2.55230
  -2.96636
  -4.23133
  -3.35904
  -4.43839
  -4.17960
  -3.57705
  -3.92154
  -5.71849
  -4.03667
  -4.37400
  -4.93439
  -3.81370
  -4.21775
  -4.07064
  -3.20169
  -4.76532
  -3.51613
  -3.26316
  -4.02756
Metropolis acceptance rate for gamma = 0.26722



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.38032
   0.16348
   3.14948
  -0.01544
   1.40648
   1.71274
   1.30674
  -1.04503
   0.48068
   1.08972
  -0.19106
   1.83395
  -0.13929
  -0.51403
   1.02624
   0.99124
  -0.07818
  -0.86341
   0.49996
   0.50796
   0.36798
   0.96116
   1.20032
   0.84504
  -4.02165
  -2.84872
  -3.08992
  -3.60241
  -2.30201
  -3.62644
  -4.32311
  -3.40863
  -4.41659
  -3.94920
  -3.70714
  -3.80417
  -5.90358
  -4.35818
  -4.77068
  -4.79285
  -3.96884
  -4.06542
  -4.29976
  -2.61059
  -4.83556
  -3.67888
  -3.27650
  -4.56380
Metropolis acceptance rate for gamma = 0.26723



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.72833
  -0.16069
   2.71123
  -0.71686
   0.81318
   0.80967
  -1.01110
  -1.75329
   0.16288
   0.27529
  -0.80731
   1.02785
  -1.54827
  -1.15085
   0.41613
   0.43834
  -0.39940
  -1.58673
  -0.69946
  -0.02814
   0.12517
   0.26548
   1.30443
   0.05089
  -4.46992
  -3.39422
  -3.48611
  -4.43195
  -2.77093
  -3.28474
  -4.94420
  -3.79239
  -4.88142
  -4.40960
  -3.96942
  -4.41426
  -6.98940
  -4.60282
  -4.62540
  -5.32385
  -4.53322
  -4.95667
  -5.37953
  -3.82233
  -4.95689
  -4.21454
  -3.99312
  -4.42659
Metropolis acceptance rate for gamma = 0.26729



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.27590
  -0.16731
   2.75443
   0.17079
   0.96046
   1.29549
   0.70896
  -1.04638
   0.69908
   1.05781
  -0.00757
   1.50594
  -0.59527
  -0.54555
   0.33508
   0.76042
   0.00477
  -1.34783
  -0.30805
   0.30804
   0.15150
   0.57452
   1.43959
   0.14555
  -4.21809
  -3.27168
  -3.08800
  -3.80072
  -2.30496
  -2.65019
  -4.86477
  -3.33531
  -4.55421
  -4.07929
  -3.45343
  -4.12493
  -5.30560
  -4.11005
  -3.53678
  -4.77959
  -3.87377
  -4.19930
  -4.49614
  -2.88789
  -4.92786
  -3.07587
  -3.24406
  -3.51294
Metropolis acceptance rate for gamma = 0.26721



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.52387
  -0.47044
   2.91968
  -0.61085
   0.90642
   1.04907
   0.52260
  -1.12158
   0.70142
   0.86056
  -0.48626
   1.43531
  -0.80866
  -0.72523
   0.60792
   0.31800
  -0.11710
  -1.37799
  -0.33303
  -0.16362
  -0.11994
   0.66207
   1.79912
   0.14561
  -4.54744
  -3.15568
  -3.22082
  -4.24457
  -2.72434
  -3.06009
  -4.68573
  -3.38314
  -4.71004
  -4.37187
  -3.97822
  -3.75329
  -5.75584
  -4.61371
  -4.34911
  -5.14138
  -3.79367
  -4.44484
  -4.51973
  -3.18613
  -4.72156
  -3.44341
  -3.67795
  -3.36525
Metropolis acceptance rate for gamma = 0.26716



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.51695
  -0.07910
   2.44871
  -0.16434
   1.10852
   0.89604
   0.18408
  -1.26562
   0.76072
   0.64374
  -0.78486
   1.36614
  -1.14868
  -1.04165
   0.46019
   0.89981
  -0.30252
  -1.78645
  -0.46659
  -0.26852
  -0.24216
   0.61716
   1.30603
   0.01779
  -4.02152
  -3.13131
  -3.54901
  -4.42653
  -3.04111
  -3.26145
  -4.45355
  -3.41782
  -4.91460
  -4.08824
  -3.89384
  -3.81167
  -5.63316
  -4.34313
  -5.12877
  -4.97439
  -4.16358
  -4.48086
  -4.86602
  -3.52745
  -4.70888
  -3.51814
  -3.71122
  -3.86016
Metropolis acceptance rate for gamma = 0.26704



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.49274
   0.12909
   2.46865
  -0.07794
   1.12571
   1.55626
  -0.05558
  -1.44366
   1.14732
   0.54521
  -0.25107
   1.60283
  -0.71170
  -0.97413
   0.87969
   0.87060
  -0.02633
  -1.46842
  -0.37827
   0.18312
   0.21374
   0.71970
   1.62628
   0.65272
  -3.88155
  -2.61010
  -3.48643
  -4.72165
  -2.66922
  -3.28909
  -4.52679
  -3.66746
  -4.80686
  -4.00803
  -3.69309
  -3.63113
  -5.48086
  -4.20766
  -4.87245
  -4.92675
  -3.97314
  -4.34506
  -4.29498
  -3.30119
  -4.86733
  -3.73643
  -3.92792
  -3.87953
Metropolis acceptance rate for gamma = 0.26708



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.60494
  -0.25751
   2.44884
  -0.08515
   1.22666
   1.08851
   0.97552
  -1.23866
   0.70089
   0.89360
  -0.16637
   1.77032
  -0.59870
  -0.96487
   0.92615
   0.63428
   0.00423
  -1.30211
   0.03053
   0.32804
   0.20668
   0.30749
   1.49589
  -0.19521
  -4.42905
  -3.43383
  -3.37368
  -4.20839
  -2.47913
  -3.22061
  -4.42299
  -3.85722
  -4.48322
  -4.72796
  -3.80222
  -3.85825
  -5.62633
  -4.20489
  -4.39090
  -4.74499
  -4.41539
  -4.67098
  -4.98417
  -3.58857
  -4.94702
  -3.81126
  -3.48080
  -3.77770
Metropolis acceptance rate for gamma = 0.26710



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.51246
  -0.03803
   2.02362
  -0.78493
   1.10075
   1.19129
   0.53031
  -1.68044
   1.14457
   0.84374
  -0.31785
   1.27424
  -0.91344
  -0.93260
   0.47218
   0.07136
  -0.54079
  -1.60599
  -0.70291
  -0.06214
   0.02821
   0.80961
   1.18950
  -0.02550
  -3.82917
  -3.05889
  -3.20669
  -4.33618
  -2.48757
  -3.07522
  -4.51091
  -3.70894
  -4.69938
  -4.06964
  -3.87573
  -4.23847
  -6.20300
  -4.31098
  -4.80411
  -4.50271
  -4.54966
  -4.30450
  -4.23445
  -3.21875
  -4.81320
  -4.06961
  -3.55037
  -4.07805
Metropolis acceptance rate for gamma = 0.26719



MCMCoprobit iteration 960001 of 1050000 
beta = 
   5.00752
  -0.21125
   2.24075
  -1.03367
   0.48839
   0.83917
  -0.08354
  -1.79812
   0.21483
   1.06238
  -0.56213
   1.46663
  -0.91510
  -1.52803
   0.00433
   0.13887
  -0.35716
  -2.00601
  -0.36914
  -0.08770
  -0.53457
   0.12060
   0.98277
  -0.05697
  -4.72298
  -3.59375
  -3.96405
  -4.66543
  -2.91887
  -3.72319
  -5.10875
  -3.86188
  -5.56341
  -4.90804
  -4.22687
  -4.01604
  -6.90283
  -4.72985
  -4.92818
  -5.41404
  -4.47667
  -4.80535
  -4.72170
  -3.47301
  -5.07273
  -4.25315
  -3.74854
  -4.39220
Metropolis acceptance rate for gamma = 0.26714



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.66803
  -0.79702
   2.39601
  -0.53874
   0.51460
   0.89823
  -0.05678
  -2.16589
   0.05247
   0.04538
  -0.66207
   1.40085
  -1.30855
  -1.32035
   0.65667
   0.19314
  -0.54155
  -1.58078
  -0.59754
   0.13122
  -0.50697
   0.50541
   0.83551
  -0.04435
  -4.72387
  -3.39837
  -4.01457
  -4.48453
  -3.21355
  -3.30142
  -4.87797
  -3.93647
  -5.17009
  -4.54081
  -3.67331
  -3.82926
  -6.84956
  -4.59289
  -5.04406
  -4.83263
  -4.30433
  -4.65025
  -4.28758
  -3.27687
  -4.59169
  -4.01860
  -3.62644
  -4.84815
Metropolis acceptance rate for gamma = 0.26727



MCMCoprobit iteration 980001 of 1050000 
beta = 
   5.14966
  -0.13708
   2.43129
  -0.76985
   0.76969
   0.54582
   0.51854
  -1.22790
  -0.00873
   0.36132
  -0.86011
   0.75941
  -0.85446
  -1.83172
   0.08989
   0.23302
  -0.49799
  -1.93721
  -0.46920
  -0.51836
  -0.43797
   0.27185
   1.48067
  -0.28553
  -4.69483
  -3.72325
  -3.53104
  -4.40991
  -2.93927
  -3.94569
  -5.09483
  -3.89239
  -5.43243
  -5.00275
  -4.37093
  -4.55212
  -6.94709
  -4.96014
  -4.77119
  -5.54507
  -4.49595
  -4.85449
  -5.35365
  -3.83273
  -5.62779
  -4.75050
  -4.13765
  -4.62798
Metropolis acceptance rate for gamma = 0.26727



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.59906
  -0.19300
   2.69156
  -0.40087
   0.98899
   1.05692
   0.06751
  -1.36484
  -0.06588
   0.52756
  -0.51978
   1.61917
  -0.83466
  -0.93184
   0.54940
  -0.14416
  -0.66326
  -1.97793
  -0.53614
  -0.15626
   0.35725
   0.46880
   1.44380
   0.10333
  -3.89125
  -3.11616
  -3.42857
  -4.63425
  -2.59621
  -3.30773
  -4.51151
  -3.97299
  -4.79253
  -4.58882
  -3.96646
  -3.97972
  -5.77330
  -4.44732
  -3.99061
  -4.95738
  -4.09476
  -4.75494
  -4.41737
  -3.41935
  -4.96125
  -3.74890
  -3.55042
  -4.22010
Metropolis acceptance rate for gamma = 0.26738



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.96376
  -0.46513
   2.45976
  -0.59651
   0.60179
   0.81606
  -0.19192
  -1.62658
   0.65053
   0.65850
  -0.64976
   1.08932
  -0.92660
  -1.51435
   0.12536
   0.31549
  -0.30138
  -1.64966
  -0.55785
  -0.07183
   0.40323
   0.95324
   0.90729
  -0.02120
  -4.69045
  -3.36222
  -3.53850
  -5.33184
  -3.40056
  -3.54800
  -4.97715
  -3.93314
  -5.74633
  -5.14769
  -4.68191
  -4.20631
  -7.10202
  -5.04047
  -5.28879
  -5.57839
  -4.84903
  -4.80692
  -4.63790
  -3.55472
  -5.29426
  -4.21671
  -3.88729
  -3.76835
Metropolis acceptance rate for gamma = 0.26736



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.00697
  -0.09067
   3.35527
  -0.27664
   1.29157
   0.81903
   0.57427
  -1.12227
   0.86753
   0.93659
  -0.55398
   1.33722
  -0.04243
  -0.81036
   0.62001
   0.79502
   0.14388
  -1.24379
  -0.41379
   0.03355
   0.14531
   1.01422
   1.82762
   0.32658
  -3.80595
  -2.38198
  -2.84440
  -3.34404
  -2.43241
  -3.35895
  -4.36693
  -3.39887
  -4.43979
  -3.91578
  -2.89807
  -3.84019
  -5.14615
  -3.58785
  -4.11986
  -4.72360
  -3.89400
  -3.63101
  -3.70132
  -3.11648
  -4.76924
  -3.27504
  -3.28625
  -3.30550
Metropolis acceptance rate for gamma = 0.26741



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.36369
  -0.04376
   2.59885
  -0.15340
   1.17030
   1.30225
   0.30063
  -0.82017
   0.63970
   0.87296
  -0.56023
   1.48512
  -0.90043
  -0.81741
   0.75760
   1.00407
  -0.03557
  -1.11124
  -0.05275
   0.43792
   0.44549
   0.39733
   1.73618
   0.44763
  -3.65970
  -2.67661
  -3.22768
  -4.64733
  -2.63139
  -3.42443
  -3.75437
  -3.29432
  -4.69699
  -4.59715
  -3.74264
  -3.58639
  -5.48668
  -4.08269
  -4.39483
  -4.32819
  -3.52687
  -4.20291
  -4.83554
  -2.97854
  -4.94435
  -3.54847
  -3.27744
  -3.92590
Metropolis acceptance rate for gamma = 0.26744



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.63437
  -0.50781
   2.99275
  -0.66591
   1.05196
   0.72057
  -0.00378
  -1.41129
   0.59971
   0.72625
  -0.65188
   0.88690
  -0.91035
  -1.17271
   0.53266
   0.99604
   0.19824
  -1.43402
  -0.29778
  -0.41424
   0.09185
   0.65071
   1.09464
   0.16480
  -4.51828
  -3.21664
  -3.50470
  -4.53396
  -2.88142
  -3.93432
  -4.51596
  -4.11857
  -4.80440
  -4.42219
  -3.52913
  -3.84457
  -6.60833
  -4.12889
  -4.48321
  -5.23078
  -4.37174
  -4.40425
  -4.60772
  -3.45045
  -5.09427
  -3.85981
  -3.71062
  -4.07231
Metropolis acceptance rate for gamma = 0.26747



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   4.56233
  -0.19535
   3.01099
  -0.37431
   0.65407
   1.10222
   0.70184
  -1.41647
   0.33611
   0.78444
  -0.56715
   1.37240
  -0.75755
  -1.30135
  -0.09301
   0.78024
  -0.19110
  -1.54286
  -0.46500
  -0.02481
  -0.10420
   0.33375
   1.65699
   0.20843
  -4.36995
  -3.02586
  -3.44100
  -4.50866
  -2.48451
  -3.54600
  -4.66979
  -3.59243
  -4.57323
  -3.93350
  -3.70293
  -3.79530
  -5.78632
  -4.39775
  -4.54993
  -4.63889
  -4.20089
  -4.91550
  -4.48207
  -3.04837
  -5.16824
  -3.87575
  -3.20829
  -4.98024
Metropolis acceptance rate for gamma = 0.26749



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.26752
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(a1.M1.out, file="MM3.2.a1.M1.out.Rda")
> 
> proc.time()
   user  system elapsed 
716.126   2.831 826.143 
